Overview

Dataset statistics

Number of variables24
Number of observations8387
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory1.5 MiB
Average record size in memory192.0 B

Variable types

NUM23
DATE1

Warnings

High is highly correlated with Open and 5 other fieldsHigh correlation
Open is highly correlated with High and 5 other fieldsHigh correlation
Low is highly correlated with Open and 5 other fieldsHigh correlation
Close is highly correlated with Open and 5 other fieldsHigh correlation
ma_20 is highly correlated with Open and 5 other fieldsHigh correlation
Upper is highly correlated with Open and 5 other fieldsHigh correlation
Lower is highly correlated with Open and 5 other fieldsHigh correlation
dayofweek has 1679 (20.0%) zeros Zeros

Reproduction

Analysis started2020-09-07 11:48:56.538571
Analysis finished2020-09-07 11:50:02.272800
Duration1 minute and 5.73 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

Date
Date

Distinct354
Distinct (%)4.2%
Missing0
Missing (%)0.0%
Memory size65.5 KiB
Minimum2018-09-11 00:00:00
Maximum2020-01-17 00:00:00
2020-09-07T13:50:02.352021image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:50:02.481323image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

Open
Real number (ℝ)

HIGH CORRELATION

Distinct676
Distinct (%)8.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-1.409733054e-15
Minimum-2.153796501
Maximum3.146575
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:02.609076image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2.153796501
5-th percentile-1.42629453
Q1-0.7565308112
median-0.09254091736
Q30.6696040043
95-th percentile1.847464338
Maximum3.146575
Range5.300371501
Interquartile range (IQR)1.426134816

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)-7.093964482e+14
Kurtosis0.04742061262
Mean-1.409733054e-15
Median Absolute Deviation (MAD)0.7217281455
Skewness0.488550896
Sum-1.182343112e-11
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:02.741981image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.6696040043400.5%
 
0.658056354400.5%
 
-0.2311127213400.5%
 
-0.2888509729390.5%
 
-0.2080174206390.5%
 
-0.2657556723390.5%
 
-0.9470670417350.4%
 
-0.6872449093340.4%
 
-0.9874838178330.4%
 
-0.993257643330.4%
 
Other values (666)801595.6%
 
ValueCountFrequency (%) 
-2.1537965011< 0.1%
 
-2.1364750251< 0.1%
 
-2.119153551< 0.1%
 
-2.1133797252< 0.1%
 
-2.10760591< 0.1%
 
ValueCountFrequency (%) 
3.1465751< 0.1%
 
3.1003843981< 0.1%
 
3.0888367481< 0.1%
 
3.0772890982< 0.1%
 
3.0657414471< 0.1%
 

High
Real number (ℝ)

HIGH CORRELATION

Distinct676
Distinct (%)8.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.538506746e-15
Minimum-2.130511098
Maximum3.189822406
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:02.868802image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2.130511098
5-th percentile-1.438810101
Q1-0.7557553658
median-0.09575733102
Q30.6651137659
95-th percentile1.835241286
Maximum3.189822406
Range5.320333503
Interquartile range (IQR)1.420869132

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)6.50019653e+14
Kurtosis0.04486683442
Mean1.538506746e-15
Median Absolute Deviation (MAD)0.7205218721
Skewness0.4906018492
Sum1.290345608e-11
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:02.995316image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.2283333555390.5%
 
-0.2917392802390.5%
 
0.6478212409380.5%
 
-0.2629184053370.4%
 
0.6766421158360.4%
 
-0.9949686274360.4%
 
0.4921885166350.4%
 
0.636292891350.4%
 
0.6651137659350.4%
 
-1.006496977340.4%
 
Other values (666)802395.7%
 
ValueCountFrequency (%) 
-2.1305110981< 0.1%
 
-2.1247469232< 0.1%
 
-2.1074543981< 0.1%
 
-2.1016902231< 0.1%
 
-2.0959260482< 0.1%
 
ValueCountFrequency (%) 
3.1898224061< 0.1%
 
3.1091239562< 0.1%
 
3.0918314311< 0.1%
 
3.0860672561< 0.1%
 
3.0803030811< 0.1%
 

Low
Real number (ℝ)

HIGH CORRELATION

Distinct664
Distinct (%)7.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.77016621e-15
Minimum-2.132278094
Maximum3.080963296
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:03.117299image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2.132278094
5-th percentile-1.437179242
Q1-0.7594578616
median-0.09332146177
Q30.6712872755
95-th percentile1.858747814
Maximum3.080963296
Range5.21324139
Interquartile range (IQR)1.430745137

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)1.140297227e+14
Kurtosis0.05442970419
Mean8.77016621e-15
Median Absolute Deviation (MAD)0.7240613042
Skewness0.4868630383
Sum7.355538401e-11
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:03.249970image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.6609855243480.6%
 
-0.20337878430.5%
 
0.6712872755420.5%
 
-0.243926213390.5%
 
-0.1975862896380.5%
 
0.6828722563360.4%
 
-0.2670961748360.4%
 
0.6886647468350.4%
 
-0.9216475938350.4%
 
0.7118347085350.4%
 
Other values (654)800095.4%
 
ValueCountFrequency (%) 
-2.1322780942< 0.1%
 
-2.1149006231< 0.1%
 
-2.1033156422< 0.1%
 
-2.0975231523< 0.1%
 
-2.0917306612< 0.1%
 
ValueCountFrequency (%) 
3.0809632961< 0.1%
 
3.0751708051< 0.1%
 
3.0635858253< 0.1%
 
3.05779333480.1%
 
3.0520008443< 0.1%
 

Close
Real number (ℝ)

HIGH CORRELATION

Distinct672
Distinct (%)8.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.585949686e-15
Minimum-2.154256316
Maximum3.147777207
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:03.375845image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2.154256316
5-th percentile-1.438077496
Q1-0.7565524895
median-0.09235439037
Q30.6584782435
95-th percentile1.836707915
Maximum3.147777207
Range5.302033522
Interquartile range (IQR)1.415030733

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)6.305746207e+14
Kurtosis0.04662891319
Mean1.585949686e-15
Median Absolute Deviation (MAD)0.7219544556
Skewness0.4880654274
Sum1.330136001e-11
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:03.510689image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.2309696458420.5%
 
0.6584782435410.5%
 
-0.2078671033410.5%
 
-0.2887260023410.5%
 
-0.9355971945370.4%
 
-0.5832834202360.4%
 
0.3177157404350.4%
 
-1.022231729340.4%
 
-0.2656234597340.4%
 
0.6700295148330.4%
 
Other values (662)801395.5%
 
ValueCountFrequency (%) 
-2.1542563161< 0.1%
 
-2.1253781371< 0.1%
 
-2.1196025022< 0.1%
 
-2.108051232< 0.1%
 
-2.1022755951< 0.1%
 
ValueCountFrequency (%) 
3.1477772071< 0.1%
 
3.1015721211< 0.1%
 
3.090020851< 0.1%
 
3.0784695792< 0.1%
 
3.0669183071< 0.1%
 

ret
Real number (ℝ)

Distinct4964
Distinct (%)59.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-6.777562759e-18
Minimum-10.44826283
Maximum11.38529523
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:03.645605image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-10.44826283
5-th percentile-1.480012176
Q1-0.4819865235
median0.004128539291
Q30.4839262741
95-th percentile1.463947445
Maximum11.38529523
Range21.83355806
Interquartile range (IQR)0.9659127976

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)-1.475544612e+17
Kurtosis11.75671849
Mean-6.777562759e-18
Median Absolute Deviation (MAD)0.4844141703
Skewness0.2193603867
Sum-5.684341886e-14
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:03.764544image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.00412853929189510.7%
 
0.127663445980.1%
 
-0.244070761380.1%
 
0.126139264570.1%
 
-0.119241243270.1%
 
-0.239335049770.1%
 
0.129034322360.1%
 
-0.241712834960.1%
 
0.127520312860.1%
 
-0.244382625560.1%
 
Other values (4954)743188.6%
 
ValueCountFrequency (%) 
-10.448262831< 0.1%
 
-7.5023212491< 0.1%
 
-7.4313176331< 0.1%
 
-7.1516544521< 0.1%
 
-6.8401017151< 0.1%
 
ValueCountFrequency (%) 
11.385295231< 0.1%
 
9.997558761< 0.1%
 
8.488798381< 0.1%
 
7.7309808631< 0.1%
 
7.0079166361< 0.1%
 

ma_8
Real number (ℝ)

Distinct8282
Distinct (%)98.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.117988362e-18
Minimum-5.76764815
Maximum5.715658449
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:03.886234image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-5.76764815
5-th percentile-1.677682937
Q1-0.5188040469
median0.0121924344
Q30.5120333497
95-th percentile1.657711289
Maximum5.715658449
Range11.4833066
Interquartile range (IQR)1.030837397

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)4.721742759e+17
Kurtosis2.273126321
Mean2.117988362e-18
Median Absolute Deviation (MAD)0.5062983162
Skewness-0.004268779269
Sum1.776356839e-14
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:04.013993image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.47223709373< 0.1%
 
0.33134357063< 0.1%
 
0.056714156013< 0.1%
 
0.37175321133< 0.1%
 
0.056921823243< 0.1%
 
0.27210315422< 0.1%
 
0.63096757052< 0.1%
 
1.8967359252< 0.1%
 
0.23750647732< 0.1%
 
-0.40345725042< 0.1%
 
Other values (8272)836299.7%
 
ValueCountFrequency (%) 
-5.767648151< 0.1%
 
-5.6299328561< 0.1%
 
-5.4540248731< 0.1%
 
-5.1884846931< 0.1%
 
-4.6958165921< 0.1%
 
ValueCountFrequency (%) 
5.7156584491< 0.1%
 
4.7034434061< 0.1%
 
4.4726353771< 0.1%
 
4.4312335811< 0.1%
 
4.3651517911< 0.1%
 

sd_8
Real number (ℝ)

Distinct8283
Distinct (%)98.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-2.507698221e-16
Minimum-1.4686297
Maximum8.937716344
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:04.142950image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-1.4686297
5-th percentile-1.03907792
Q1-0.6730142976
median-0.2639296881
Q30.3911023256
95-th percentile1.902097371
Maximum8.937716344
Range10.40634604
Interquartile range (IQR)1.064116623

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)-3.987958412e+15
Kurtosis8.014245414
Mean-2.507698221e-16
Median Absolute Deviation (MAD)0.4846094203
Skewness2.110383258
Sum-2.103206498e-12
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:04.263752image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.51104837663< 0.1%
 
-1.0508902283< 0.1%
 
-1.4440551733< 0.1%
 
-0.51625787243< 0.1%
 
-1.133033883< 0.1%
 
-0.029224604372< 0.1%
 
-0.79697459322< 0.1%
 
-0.99022627392< 0.1%
 
0.35738648472< 0.1%
 
-0.26252822272< 0.1%
 
Other values (8273)836299.7%
 
ValueCountFrequency (%) 
-1.46862971< 0.1%
 
-1.4440551733< 0.1%
 
-1.3989967351< 0.1%
 
-1.3810430051< 0.1%
 
-1.3810370151< 0.1%
 
ValueCountFrequency (%) 
8.9377163441< 0.1%
 
8.9280971741< 0.1%
 
8.8920471911< 0.1%
 
8.8830350781< 0.1%
 
8.1919643991< 0.1%
 

ma_40
Real number (ℝ)

Distinct8278
Distinct (%)98.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-1.609671155e-17
Minimum-3.32724308
Maximum3.459528645
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:04.385257image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-3.32724308
5-th percentile-1.584397282
Q1-0.6982963922
median-0.0339291794
Q30.6375402412
95-th percentile1.735802112
Maximum3.459528645
Range6.786771725
Interquartile range (IQR)1.335836633

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)-6.21281942e+16
Kurtosis-0.06995104405
Mean-1.609671155e-17
Median Absolute Deviation (MAD)0.6686436464
Skewness0.1498037143
Sum-1.350031198e-13
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:04.504463image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.014986207054< 0.1%
 
0.60702849433< 0.1%
 
-1.0640785713< 0.1%
 
-0.69923379373< 0.1%
 
-0.28026599652< 0.1%
 
-1.018962292< 0.1%
 
-1.0147333842< 0.1%
 
-0.09790700352< 0.1%
 
-0.39147950332< 0.1%
 
-0.60625273512< 0.1%
 
Other values (8268)836299.7%
 
ValueCountFrequency (%) 
-3.327243081< 0.1%
 
-3.2903124931< 0.1%
 
-3.0545954741< 0.1%
 
-2.9760633561< 0.1%
 
-2.9064128071< 0.1%
 
ValueCountFrequency (%) 
3.4595286451< 0.1%
 
3.2486448381< 0.1%
 
3.214778051< 0.1%
 
3.1276009191< 0.1%
 
3.0870686011< 0.1%
 

sd_40
Real number (ℝ)

Distinct8278
Distinct (%)98.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0
Minimum-2.03682826
Maximum4.921176182
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:04.633361image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2.03682826
5-th percentile-1.298651668
Q1-0.7553673781
median-0.1249067184
Q30.5663517195
95-th percentile1.85948978
Maximum4.921176182
Range6.958004443
Interquartile range (IQR)1.321719098

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)nan
Kurtosis2.00011977
Mean0
Median Absolute Deviation (MAD)0.6611275089
Skewness1.054845576
Sum0
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:04.756065image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.45117688424< 0.1%
 
-0.58681457893< 0.1%
 
-0.78078031523< 0.1%
 
-0.58051182563< 0.1%
 
-0.82474608982< 0.1%
 
-1.1389747012< 0.1%
 
-1.4982781252< 0.1%
 
0.40552387012< 0.1%
 
-0.040231005052< 0.1%
 
-0.40415137112< 0.1%
 
Other values (8268)836299.7%
 
ValueCountFrequency (%) 
-2.036828261< 0.1%
 
-2.0293340521< 0.1%
 
-2.0283920341< 0.1%
 
-2.0027564811< 0.1%
 
-1.9987746851< 0.1%
 
ValueCountFrequency (%) 
4.9211761821< 0.1%
 
4.9093452521< 0.1%
 
4.9088641961< 0.1%
 
4.908445231< 0.1%
 
4.9079495541< 0.1%
 

dayofweek
Real number (ℝ≥0)

ZEROS

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.991057589
Minimum0
Maximum4
Zeros1679
Zeros (%)20.0%
Memory size65.5 KiB
2020-09-07T13:50:04.864194image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q33
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.407550477
Coefficient of variation (CV)0.7069360949
Kurtosis-1.288909253
Mean1.991057589
Median Absolute Deviation (MAD)1
Skewness0.003281552734
Sum16699
Variance1.981198345
MonotocityNot monotonic
2020-09-07T13:50:04.955244image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
3170120.3%
 
2169920.3%
 
0167920.0%
 
1167820.0%
 
4163019.4%
 
ValueCountFrequency (%) 
0167920.0%
 
1167820.0%
 
2169920.3%
 
3170120.3%
 
4163019.4%
 
ValueCountFrequency (%) 
4163019.4%
 
3170120.3%
 
2169920.3%
 
1167820.0%
 
0167920.0%
 

ret_1
Real number (ℝ)

Distinct4964
Distinct (%)59.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-2.382736908e-18
Minimum-10.44848881
Maximum11.38526697
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:05.078531image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-10.44848881
5-th percentile-1.480156939
Q1-0.4821222481
median0.003997216819
Q30.4837992966
95-th percentile1.463829343
Maximum11.38526697
Range21.83375578
Interquartile range (IQR)0.9659215447

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)-4.197104675e+17
Kurtosis11.75712668
Mean-2.382736908e-18
Median Absolute Deviation (MAD)0.4843338241
Skewness0.2190139332
Sum-1.998401444e-14
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:05.198865image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.00399721681989510.7%
 
-0.244204331480.1%
 
0.127533242280.1%
 
-0.119373682870.1%
 
-0.239468576970.1%
 
0.126009046970.1%
 
0.378954760260.1%
 
0.255307479360.1%
 
0.491057282360.1%
 
-0.482763172160.1%
 
Other values (4954)743188.6%
 
ValueCountFrequency (%) 
-10.448488811< 0.1%
 
-7.5025205481< 0.1%
 
-7.4315162891< 0.1%
 
-7.1518505761< 0.1%
 
-6.8402950171< 0.1%
 
ValueCountFrequency (%) 
11.385266971< 0.1%
 
9.9975179351< 0.1%
 
8.4887438921< 0.1%
 
7.7309195121< 0.1%
 
7.0078487381< 0.1%
 

ret_2
Real number (ℝ)

Distinct4965
Distinct (%)59.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.594535744e-18
Minimum-10.4483594
Maximum11.3851828
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:05.326231image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-10.4483594
5-th percentile-1.480115257
Q1-0.4820903297
median0.004024379961
Q30.4838217663
95-th percentile1.463842225
Maximum11.3851828
Range21.8335422
Interquartile range (IQR)0.965912096

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)3.854483885e+17
Kurtosis11.75657864
Mean2.594535744e-18
Median Absolute Deviation (MAD)0.4843290863
Skewness0.2190782178
Sum2.176037128e-14
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:05.456987image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.00402437996189510.7%
 
0.127559196980.1%
 
-0.244174740480.1%
 
-0.239439032270.1%
 
0.126035016570.1%
 
-0.119345312970.1%
 
-0.241816815760.1%
 
0.374298435460.1%
 
0.128918804260.1%
 
0.126466645260.1%
 
Other values (4955)743188.6%
 
ValueCountFrequency (%) 
-10.44835941< 0.1%
 
-7.5024199551< 0.1%
 
-7.4314163911< 0.1%
 
-7.1517534141< 0.1%
 
-6.8402009031< 0.1%
 
ValueCountFrequency (%) 
11.38518281< 0.1%
 
9.9974473411< 0.1%
 
8.4886880571< 0.1%
 
7.730871091< 0.1%
 
7.0078073891< 0.1%
 

ret_3
Real number (ℝ)

Distinct4966
Distinct (%)59.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.400870324e-18
Minimum-10.44826255
Maximum11.38513541
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:05.584271image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-10.44826255
5-th percentile-1.480077654
Q1-0.4820593199
median0.004052178474
Q30.4838463952
95-th percentile1.46386038
Maximum11.38513541
Range21.83339796
Interquartile range (IQR)0.965905715

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)1.851663827e+17
Kurtosis11.75621493
Mean5.400870324e-18
Median Absolute Deviation (MAD)0.4843258867
Skewness0.2191522807
Sum4.52970994e-14
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:05.703162image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.00405217847489510.7%
 
-0.244145302280.1%
 
0.127586179380.1%
 
-0.119316699470.1%
 
0.12606200970.1%
 
-0.239409625370.1%
 
0.253952096760.1%
 
-0.482700233360.1%
 
-0.372736049960.1%
 
0.127707550760.1%
 
Other values (4956)743188.6%
 
ValueCountFrequency (%) 
-10.448262551< 0.1%
 
-7.5023425681< 0.1%
 
-7.4313394731< 0.1%
 
-7.1516783431< 0.1%
 
-6.840127891< 0.1%
 
ValueCountFrequency (%) 
11.385135411< 0.1%
 
9.9974091211< 0.1%
 
8.4886598051< 0.1%
 
7.7308478441< 0.1%
 
7.007788921< 0.1%
 

ret_4
Real number (ℝ)

Distinct4966
Distinct (%)59.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.071083125e-18
Minimum-10.44828459
Maximum11.38528244
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:05.829246image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-10.44828459
5-th percentile-1.480030253
Q1-0.4820041899
median0.004111072677
Q30.4839090047
95-th percentile1.463930578
Maximum11.38528244
Range21.83356703
Interquartile range (IQR)0.9659131946

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)3.256374317e+17
Kurtosis11.75672124
Mean3.071083125e-18
Median Absolute Deviation (MAD)0.4843296371
Skewness0.2193273495
Sum2.575717417e-14
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:05.947561image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.00411107267789510.7%
 
0.127646030180.1%
 
-0.244088329980.1%
 
-0.239352616470.1%
 
0.12612184870.1%
 
-0.119258760570.1%
 
-0.120155713860.1%
 
-0.482645108360.1%
 
0.127546902560.1%
 
0.127502896960.1%
 
Other values (4956)743188.6%
 
ValueCountFrequency (%) 
-10.448284591< 0.1%
 
-7.50234181< 0.1%
 
-7.4313381551< 0.1%
 
-7.151674861< 0.1%
 
-6.8401219941< 0.1%
 
ValueCountFrequency (%) 
11.385282441< 0.1%
 
9.99754541< 0.1%
 
8.48878441< 0.1%
 
7.7309665711< 0.1%
 
7.0079020481< 0.1%
 

ret_5
Real number (ℝ)

Distinct4966
Distinct (%)59.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-1.031857455e-17
Minimum-10.44817423
Maximum11.38531357
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:06.074801image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-10.44817423
5-th percentile-1.479952433
Q1-0.4819299915
median0.004183507184
Q30.4839796982
95-th percentile1.463997716
Maximum11.38531357
Range21.83348781
Interquartile range (IQR)0.9659096897

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)-9.691838891e+16
Kurtosis11.75657204
Mean-1.031857455e-17
Median Absolute Deviation (MAD)0.4843278797
Skewness0.2195351144
Sum-8.654188477e-14
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:06.193094image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.00418350718489510.7%
 
0.127718016380.1%
 
-0.244014994880.1%
 
-0.119185878370.1%
 
0.126193839870.1%
 
-0.239279298470.1%
 
0.247539324460.1%
 
0.127839388260.1%
 
0.129088888360.1%
 
0.127618889260.1%
 
Other values (4956)743188.6%
 
ValueCountFrequency (%) 
-10.448174231< 0.1%
 
-7.5022421281< 0.1%
 
-7.4312387411< 0.1%
 
-7.151576461< 0.1%
 
-6.8400247251< 0.1%
 
ValueCountFrequency (%) 
11.385313571< 0.1%
 
9.9975815721< 0.1%
 
8.4888260471< 0.1%
 
7.7310109681< 0.1%
 
7.0079490691< 0.1%
 

ret_6
Real number (ℝ)

Distinct4967
Distinct (%)59.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-2.202707897e-17
Minimum-10.44813518
Maximum11.38518179
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:06.318967image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-10.44813518
5-th percentile-1.479983555
Q1-0.4819689222
median0.004140772942
Q30.4839332099
95-th percentile1.46394356
Maximum11.38518179
Range21.83331697
Interquartile range (IQR)0.9659021322

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)-4.540137269e+16
Kurtosis11.75607473
Mean-2.202707897e-17
Median Absolute Deviation (MAD)0.4843240902
Skewness0.2194075061
Sum-1.847411113e-13
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:06.438443image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.00414077294289410.7%
 
-0.244055787180.1%
 
0.127674315580.1%
 
-0.119227647370.1%
 
-0.239320127870.1%
 
0.126150150970.1%
 
-0.482609833360.1%
 
0.12753118460.1%
 
0.255445984760.1%
 
-0.244367647860.1%
 
Other values (4957)743288.6%
 
ValueCountFrequency (%) 
-10.448135181< 0.1%
 
-7.502226131< 0.1%
 
-7.4312232981< 0.1%
 
-7.1515632061< 0.1%
 
-6.8400139081< 0.1%
 
ValueCountFrequency (%) 
11.385181791< 0.1%
 
9.9974606471< 0.1%
 
8.4887169271< 0.1%
 
7.7309077771< 0.1%
 
7.0078515351< 0.1%
 

ret_7
Real number (ℝ)

Distinct4966
Distinct (%)59.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.706479634e-18
Minimum-10.4481397
Maximum11.38518402
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:06.567121image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-10.4481397
5-th percentile-1.479985299
Q1-0.4819703585
median0.004139486865
Q30.4839320721
95-th percentile1.463942725
Maximum11.38518402
Range21.83332372
Interquartile range (IQR)0.9659024305

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)2.69813872e+17
Kurtosis11.75609176
Mean3.706479634e-18
Median Absolute Deviation (MAD)0.4843242398
Skewness0.2194040691
Sum3.108624469e-14
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:06.687236image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.00413948686589410.7%
 
0.127673067680.1%
 
-0.244057149880.1%
 
0.126148902570.1%
 
-0.23932148970.1%
 
-0.119228971570.1%
 
-0.482611269860.1%
 
0.129043929360.1%
 
-0.120708636560.1%
 
0.247493475260.1%
 
Other values (4956)743288.6%
 
ValueCountFrequency (%) 
-10.44813971< 0.1%
 
-7.5022297351< 0.1%
 
-7.4312268811< 0.1%
 
-7.1515667021< 0.1%
 
-6.8400173091< 0.1%
 
ValueCountFrequency (%) 
11.385184021< 0.1%
 
9.9974624481< 0.1%
 
8.4887182621< 0.1%
 
7.7309088781< 0.1%
 
7.0078524121< 0.1%
 

ma_20
Real number (ℝ)

HIGH CORRELATION

Distinct7849
Distinct (%)93.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-4.744293931e-16
Minimum-2.085143118
Maximum3.020986675
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:06.825871image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2.085143118
5-th percentile-1.430611972
Q1-0.7493800271
median-0.09198498117
Q30.6724446817
95-th percentile1.847569063
Maximum3.020986675
Range5.106129794
Interquartile range (IQR)1.421824709

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)-2.107920875e+15
Kurtosis0.02883664014
Mean-4.744293931e-16
Median Absolute Deviation (MAD)0.728124678
Skewness0.4841807455
Sum-3.97903932e-12
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:06.959956image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.5048053294< 0.1%
 
-0.97487592964< 0.1%
 
-0.61037966654< 0.1%
 
-0.29621860164< 0.1%
 
0.83690192434< 0.1%
 
-1.2251055074< 0.1%
 
-0.91325870424< 0.1%
 
-0.29911142913< 0.1%
 
-0.062767423573< 0.1%
 
0.29825744663< 0.1%
 
Other values (7839)835099.6%
 
ValueCountFrequency (%) 
-2.0851431181< 0.1%
 
-2.0822502911< 0.1%
 
-2.0813824431< 0.1%
 
-2.0796467461< 0.1%
 
-2.077911051< 0.1%
 
ValueCountFrequency (%) 
3.0209866751< 0.1%
 
3.0201188271< 0.1%
 
3.0154903031< 0.1%
 
3.014043891< 0.1%
 
3.012018911< 0.1%
 

20dSTD
Real number (ℝ)

Distinct8213
Distinct (%)97.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.591489276e-17
Minimum-1.425641782
Maximum5.672104837
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:07.090582image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-1.425641782
5-th percentile-1.088206438
Q1-0.7204949506
median-0.2937861157
Q30.4539405692
95-th percentile2.045679207
Maximum5.672104837
Range7.097746619
Interquartile range (IQR)1.17443552

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)1.788538924e+16
Kurtosis2.52935343
Mean5.591489276e-17
Median Absolute Deviation (MAD)0.5341059506
Skewness1.457634365
Sum4.689582056e-13
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:07.216066image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.39086905794< 0.1%
 
-1.1285145783< 0.1%
 
-0.39829723843< 0.1%
 
0.57986220633< 0.1%
 
-0.21389757183< 0.1%
 
-0.91903549343< 0.1%
 
-1.2806456063< 0.1%
 
-0.56717120812< 0.1%
 
0.045336701492< 0.1%
 
-0.39757936472< 0.1%
 
Other values (8203)835999.7%
 
ValueCountFrequency (%) 
-1.4256417821< 0.1%
 
-1.3817728681< 0.1%
 
-1.3781242131< 0.1%
 
-1.3771592151< 0.1%
 
-1.3752390571< 0.1%
 
ValueCountFrequency (%) 
5.6721048371< 0.1%
 
5.6288627121< 0.1%
 
5.4798995771< 0.1%
 
5.3599233381< 0.1%
 
5.2336847571< 0.1%
 

Upper
Real number (ℝ)

HIGH CORRELATION

Distinct8206
Distinct (%)97.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-1.658469607e-14
Minimum-2.103092568
Maximum3.025054212
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:07.348466image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2.103092568
5-th percentile-1.454204544
Q1-0.7574016397
median-0.09032291471
Q30.6727838392
95-th percentile1.815531149
Maximum3.025054212
Range5.128146781
Interquartile range (IQR)1.430185479

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)-6.030014762e+13
Kurtosis-0.02420993893
Mean-1.658469607e-14
Median Absolute Deviation (MAD)0.7211270754
Skewness0.4943541952
Sum-1.39095846e-10
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:07.488467image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.32205371884< 0.1%
 
-0.3252273843< 0.1%
 
0.73693397113< 0.1%
 
-0.17115670453< 0.1%
 
-0.6282886953< 0.1%
 
-1.0373546193< 0.1%
 
-0.79830005223< 0.1%
 
-0.28656503273< 0.1%
 
-0.66602059863< 0.1%
 
-1.4311720142< 0.1%
 
Other values (8196)835799.6%
 
ValueCountFrequency (%) 
-2.1030925681< 0.1%
 
-2.1026113481< 0.1%
 
-2.0948713381< 0.1%
 
-2.0885188691< 0.1%
 
-2.0877156331< 0.1%
 
ValueCountFrequency (%) 
3.0250542121< 0.1%
 
3.0236745181< 0.1%
 
3.0175796991< 0.1%
 
3.0172101521< 0.1%
 
3.0117965821< 0.1%
 

Lower
Real number (ℝ)

HIGH CORRELATION

Distinct8206
Distinct (%)97.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.260007687e-15
Minimum-2.159123333
Maximum3.130761486
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:07.617858image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2.159123333
5-th percentile-1.459010764
Q1-0.7494610648
median-0.08663655763
Q30.6738320152
95-th percentile1.841829281
Maximum3.130761486
Range5.289884819
Interquartile range (IQR)1.42329308

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)3.067660317e+14
Kurtosis0.08359617892
Mean3.260007687e-15
Median Absolute Deviation (MAD)0.7212996868
Skewness0.4706065778
Sum2.734168447e-11
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:07.743632image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.26697379214< 0.1%
 
-0.92112952123< 0.1%
 
-0.261654513< 0.1%
 
0.66751011183< 0.1%
 
-0.65277849553< 0.1%
 
0.051224158193< 0.1%
 
-0.4637786933< 0.1%
 
-0.26896098183< 0.1%
 
-0.49448537543< 0.1%
 
1.9922924992< 0.1%
 
Other values (8196)835799.6%
 
ValueCountFrequency (%) 
-2.1591233331< 0.1%
 
-2.1580470531< 0.1%
 
-2.1506018041< 0.1%
 
-2.1501899461< 0.1%
 
-2.1383321321< 0.1%
 
ValueCountFrequency (%) 
3.1307614861< 0.1%
 
3.12575491< 0.1%
 
3.1035691851< 0.1%
 
3.0994185971< 0.1%
 
3.094862621< 0.1%
 

dist_to_Upper
Real number (ℝ)

Distinct8367
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.482591854e-16
Minimum-2.755293625
Maximum6.538089752
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:07.870872image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2.755293625
5-th percentile-1.073267993
Q1-0.6506862493
median-0.2615118036
Q30.3525056408
95-th percentile2.043118492
Maximum6.538089752
Range9.293383376
Interquartile range (IQR)1.00319189

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)6.745346799e+15
Kurtosis4.406603193
Mean1.482591854e-16
Median Absolute Deviation (MAD)0.4620529474
Skewness1.744119572
Sum1.243449788e-12
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:07.993529image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.70735318442< 0.1%
 
-0.25066865822< 0.1%
 
-0.86181477462< 0.1%
 
-0.96173428292< 0.1%
 
-0.32773804262< 0.1%
 
-0.68740985242< 0.1%
 
-0.17924921692< 0.1%
 
0.028787411852< 0.1%
 
-0.68695999232< 0.1%
 
-0.21174162022< 0.1%
 
Other values (8357)836799.8%
 
ValueCountFrequency (%) 
-2.7552936251< 0.1%
 
-2.4882838151< 0.1%
 
-2.1986823051< 0.1%
 
-2.1702151971< 0.1%
 
-2.0987048841< 0.1%
 
ValueCountFrequency (%) 
6.5380897521< 0.1%
 
6.3475806591< 0.1%
 
6.2722901431< 0.1%
 
6.2491543061< 0.1%
 
6.2191108611< 0.1%
 

dist_to_Lower
Real number (ℝ)

Distinct8367
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-7.794197173e-17
Minimum-4.810868933
Maximum2.287398253
Zeros0
Zeros (%)0.0%
Memory size65.5 KiB
2020-09-07T13:50:08.118868image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-4.810868933
5-th percentile-2.057856017
Q1-0.3463234687
median0.24960335
Q30.6521399689
95-th percentile1.092709062
Maximum2.287398253
Range7.098267185
Interquartile range (IQR)0.9984634376

Descriptive statistics

Standard deviation1.000059621
Coefficient of variation (CV)-1.283082272e+16
Kurtosis3.502284152
Mean-7.794197173e-17
Median Absolute Deviation (MAD)0.4613213135
Skewness-1.656926478
Sum-6.536993169e-13
Variance1.000119246
MonotocityNot monotonic
2020-09-07T13:50:08.245612image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.058177154162< 0.1%
 
0.86612995032< 0.1%
 
0.46773950122< 0.1%
 
0.40587887762< 0.1%
 
-0.070039062762< 0.1%
 
0.048182715292< 0.1%
 
0.46878364352< 0.1%
 
0.46179128812< 0.1%
 
0.76180797482< 0.1%
 
0.54934044982< 0.1%
 
Other values (8357)836799.8%
 
ValueCountFrequency (%) 
-4.8108689331< 0.1%
 
-4.7819021011< 0.1%
 
-4.7660177471< 0.1%
 
-4.6844693591< 0.1%
 
-4.6778022941< 0.1%
 
ValueCountFrequency (%) 
2.2873982531< 0.1%
 
2.2170943241< 0.1%
 
2.1892766431< 0.1%
 
2.1110006791< 0.1%
 
2.0564612611< 0.1%
 

Interactions

2020-09-07T13:49:02.407638image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:02.719282image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:02.822380image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:02.926130image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:03.027933image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:03.131440image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:03.257091image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:03.378854image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:03.505055image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:03.616415image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:03.728426image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:03.830939image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:03.931863image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:04.032030image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:04.134571image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:04.236020image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:04.355236image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:04.471035image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:04.574996image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:04.682523image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:04.785580image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:04.889007image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:04.989867image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:05.099537image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:05.203266image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:05.305951image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:05.415920image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:05.519874image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:05.619279image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:05.725599image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:05.840364image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:05.960461image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:06.076261image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:06.202696image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:06.312054image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:06.424240image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:06.525633image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:06.627150image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:06.727420image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:06.827039image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:06.928007image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:07.031406image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:07.141989image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:07.245168image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:07.348284image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:07.455249image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:07.564721image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:07.667586image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:07.771007image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:08.026635image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:08.129212image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:08.229824image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:08.335882image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:08.435473image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:08.541989image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:08.648887image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:08.762548image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:08.862579image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:08.963803image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:09.064077image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:09.164572image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:09.265580image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:09.366096image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:09.474499image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:09.586028image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:09.703284image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:09.821689image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:09.942145image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:10.058357image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:10.183718image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:10.290109image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:10.393903image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:10.496450image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:10.600374image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:10.700240image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:10.806888image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:10.907619image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:11.012682image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:11.118307image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:11.231600image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:11.331488image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:11.433047image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:11.532762image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:11.632803image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:11.732315image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:11.832176image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:11.931804image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:12.034746image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:12.142627image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:12.245085image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:12.347021image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:12.448165image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:12.555597image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:12.654480image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:12.751766image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:12.849539image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:12.950963image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:13.050506image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:13.151172image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:13.247738image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:13.370083image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:13.481705image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:13.590196image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:13.687287image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:13.784167image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:13.881094image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:13.979832image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:14.082227image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:14.179984image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:14.465418image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:14.565783image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:14.674664image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:14.775628image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:14.876205image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:14.975513image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:15.081081image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:15.208552image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:15.315325image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:15.425672image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:15.537076image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:15.641421image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:15.750402image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:15.854790image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:15.964244image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:16.075899image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:16.192917image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:16.298379image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:16.408585image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:16.520380image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:16.631176image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:16.740493image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:16.843737image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:16.949037image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:17.071916image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:17.184161image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:17.293290image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:17.402474image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:17.509286image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:17.622112image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2020-09-07T13:49:17.820170image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:17.918620image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2020-09-07T13:49:19.727015image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2020-09-07T13:49:21.872312image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2020-09-07T13:49:45.555091image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:45.653212image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:45.750805image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:45.846859image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:45.950040image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:46.050560image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:46.150839image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:46.251918image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:46.352577image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:46.451710image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:46.554254image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:46.653039image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:46.755106image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:46.858378image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:46.966779image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:47.066116image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:47.164939image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:47.268020image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:47.374883image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:47.485909image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:47.590369image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:47.695844image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:47.815164image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:47.922830image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:48.027800image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:48.136694image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:48.240678image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:48.352647image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:48.460638image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:48.569148image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:48.677041image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:48.786030image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:48.902792image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:49.041683image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:49.161707image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:49.290764image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:49.431615image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:49.592941image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:49.723125image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:49.872014image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:50.014654image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:50.150865image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:50.284630image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:50.405917image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:50.516300image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:50.630384image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:50.749019image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:50.861126image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:50.972466image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:51.083038image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:51.210273image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:51.317367image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:51.421071image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:51.539940image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:51.646180image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:51.749409image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:51.857144image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:51.958825image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:52.070037image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:52.182178image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:52.299788image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:52.400888image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:52.501915image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:52.603512image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:52.704423image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:52.804721image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:52.906031image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:53.012725image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:53.117200image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:53.225182image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:53.328288image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:53.431892image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:53.534830image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:53.644611image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:53.747570image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:53.851172image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:53.953803image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:54.056827image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:54.157781image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:54.263795image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:54.365261image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:54.471058image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:54.580741image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:54.693792image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:54.796102image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:54.901595image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:55.004079image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:55.107859image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:55.209809image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:55.312129image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:55.413895image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:55.520174image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:55.629331image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:55.733509image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:55.837164image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:55.939792image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:56.049778image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:56.150821image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:56.252050image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:56.352699image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:56.455447image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:56.553478image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:56.660716image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:56.760047image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:56.864793image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:56.970646image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:57.082758image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:57.182207image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:57.282252image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:57.384958image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:57.487932image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:57.588277image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:57.688374image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:57.787292image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:57.895391image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:58.006812image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:58.108391image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:58.212039image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:58.310963image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:58.419339image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:58.536091image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:58.652842image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:58.765520image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:58.877783image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:58.988941image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:59.103972image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:59.214003image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:59.327954image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:59.443746image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:59.565982image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:49:59.676130image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:50:00.217758image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:50:00.328825image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:50:00.438945image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:50:00.547737image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:50:00.658482image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:50:00.768561image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:50:00.879270image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:50:00.996067image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:50:01.107785image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:50:01.221910image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:50:01.333165image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Correlations

2020-09-07T13:50:08.396397image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
2020-09-07T13:50:08.647067image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
2020-09-07T13:50:08.896438image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
2020-09-07T13:50:09.147023image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

2020-09-07T13:50:01.621511image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2020-09-07T13:50:02.096650image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Sample

First rows

DateOpenHighLowCloseretma_8sd_8ma_40sd_40dayofweekret_1ret_2ret_3ret_4ret_5ret_6ret_7ma_2020dSTDUpperLowerdist_to_Upperdist_to_Lower
02018-09-111.9456191.9678171.9803901.9926500.9594200.099155-0.638005-1.0044671.01877710.481853-0.473662-0.354087-0.115259-0.3538640.362278-0.2345571.950930-0.2842701.8754782.015570-0.485591-0.142794
12018-09-111.9918101.9908742.0209382.0099770.3621160.316579-0.640377-0.6074480.91573710.9592970.481876-0.473631-0.354031-0.115186-0.3539040.3622771.959898-0.4133231.8731242.036331-0.622268-0.121503
22018-09-112.0033582.0369872.0209382.0735091.4358300.707769-0.2945990.4657910.12612710.3619880.9593150.481900-0.473576-0.353957-0.115228-0.3539061.970890-0.4202461.8832342.048167-0.990383-0.491250
32018-09-112.0495482.1234502.0846552.1485922.0309751.5767920.0663260.6440710.24219611.4357120.3620110.9593360.481963-0.473502-0.353997-0.1152291.985354-0.2638601.9107562.048847-1.314898-1.020923
42018-09-112.1477032.2099132.1773352.1890220.8374931.923954-0.0040280.6435080.24200712.0308631.4357250.3620370.9594030.482034-0.473541-0.3539982.003001-0.1397481.9386042.055678-1.397171-1.261103
52018-09-112.1823462.1580352.0846552.096612-1.7807311.4040790.6131080.5650950.29951310.8373692.0308701.4357440.3620980.9594720.481987-0.4735422.009365-0.0793351.9499932.056733-0.676532-0.596019
62018-09-112.0957392.0600442.0151451.992650-2.1404670.7966811.1783380.3870710.4294961-1.7808780.8373882.0308841.4358140.3621700.9594210.4819862.009365-0.0793351.9499932.0567330.0432580.143934
72018-09-111.9802621.9447611.9050881.923342-1.1893680.1876651.3319540.1881350.4830291-2.140618-1.7808330.8374102.0309591.4358810.3621240.9594202.004158-0.0245791.9496262.0464940.5205170.565914
82018-09-111.8994291.8986471.9166731.9002400.004129-0.1604301.2528300.1482270.4813841-1.189510-2.140570-1.7807940.8374752.0310241.4358270.3621231.9983720.0559671.9509132.0333440.6895980.638748
92018-09-111.8936551.8813551.8471631.871362-0.473888-0.4650581.2452610.1882310.47096410.003997-1.189471-2.140528-1.7807490.8375452.0309651.4358261.9905620.1634171.9525382.0157070.9010760.721437

Last rows

DateOpenHighLowCloseretma_8sd_8ma_40sd_40dayofweekret_1ret_2ret_3ret_4ret_5ret_6ret_7ma_2020dSTDUpperLowerdist_to_Upperdist_to_Lower
83772020-01-17-0.825817-0.839336-0.875308-0.883616-1.241558-1.302852-0.206261-0.638020-0.90249940.128556-0.245001-1.364100-0.865991-0.244371-0.6170750.874075-0.713075-0.196075-0.711271-0.7097061.0697501.345543
83782020-01-17-0.883555-0.879685-0.886893-0.895168-0.245233-1.710712-0.597793-0.679584-0.9018384-1.2417000.128582-0.244971-1.364052-0.865915-0.244412-0.617076-0.7232000.079559-0.697449-0.7448381.2478251.183034
83792020-01-17-0.883555-0.896978-0.939025-0.918270-0.743956-1.756938-0.592327-0.845656-0.8861904-0.245367-1.2416610.128609-0.244914-1.363974-0.865951-0.244414-0.7347710.341985-0.686170-0.7802581.4878251.100745
83802020-01-17-0.918198-0.925799-0.921648-0.929822-0.245368-1.757281-0.592496-0.866563-0.8853774-0.744094-0.245337-1.2416250.128669-0.244841-1.364006-0.865953-0.7475000.558236-0.679986-0.8127021.6116930.956963
83812020-01-17-0.935519-0.937327-0.933233-0.9355970.004129-1.440229-0.542532-0.845881-0.8843464-0.245501-0.744060-0.245308-1.2415760.128741-0.244882-1.364008-0.7605170.730249-0.677884-0.8414601.6665990.797748
83822020-01-17-0.941293-0.937327-0.915855-0.9298220.253715-0.850744-0.676281-0.742229-0.87981940.003997-0.245472-0.744027-0.245251-1.2414990.128697-0.244883-0.7735350.838215-0.681285-0.8644541.6024730.596465
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